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diff --git a/_build/.doctrees/environment.pickle b/_build/.doctrees/environment.pickle
diff --git a/_build/.doctrees/intro.doctree b/_build/.doctrees/intro.doctree
diff --git a/_build/.doctrees/notebooks/00/00.doctree b/_build/.doctrees/notebooks/00/00.doctree
diff --git a/_build/.doctrees/notebooks/00/NB_0_3.doctree b/_build/.doctrees/notebooks/00/NB_0_3.doctree
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diff --git a/_build/html/_sources/intro.md b/_build/html/_sources/intro.md
@@ -22,12 +22,10 @@ Other resources include (but not limited to),
 * Demonstrate the use of SOTA tools and concepts for documenting beautiful publication-quality work
 ```
 
-<!-->
 :::{admonition} Personal Goal
 :class: tip 
 I have hopes of getting a paper outlining my work submitted for [NuerIPS 2025](https://nips.cc/), so it is my personal motivation for doing this as well :)
 :::
-</-->
 
 ### Pre-requisites
 

diff --git a/_build/html/_sources/notebooks/00/00.md b/_build/html/_sources/notebooks/00/00.md
@@ -3,6 +3,7 @@
 ### Packages
 - numpy
 - matplotlib
+- scienceplots
 - pandas
 - scikit-learn
 - [tensorflow2](https://www.tensorflow.org/tutorials/quickstart/beginner)

diff --git a/_build/html/_sources/notebooks/00/NB_0_2.ipynb b/_build/html/_sources/notebooks/00/NB_0_2.ipynb
@@ -24,6 +24,17 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "vscode": {
+     "languageId": "plaintext"
+    }
+   },
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {

diff --git a/_build/html/_sources/notebooks/00/NB_0_3.ipynb b/_build/html/_sources/notebooks/00/NB_0_3.ipynb
diff --git a/_build/html/genindex.html b/_build/html/genindex.html
@@ -180,6 +180,8 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/00/00.html">Section 00 - Things Before Diving In</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/00/NB_0_1.html">Section 0.1 - Mathematics for Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/00/NB_0_2.html">Section 0.2 - Scientific Python with NumPy, matplotlib and pandas</a></li>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/00/NB_0_3.html">Section 0.3 - Science Plots</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://github.com/garrettj403/SciencePlots/wiki/Gallery">github:SciencePlots</a></li>
 </ul>
 </li>
 </ul>

diff --git a/_build/html/intro.html b/_build/html/intro.html
@@ -184,6 +184,8 @@
 <li class="toctree-l1 has-children"><a class="reference internal" href="notebooks/00/00.html">Section 00 - Things Before Diving In</a><input class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/00/NB_0_1.html">Section 0.1 - Mathematics for Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="notebooks/00/NB_0_2.html">Section 0.2 - Scientific Python with NumPy, matplotlib and pandas</a></li>
+<li class="toctree-l2"><a class="reference internal" href="notebooks/00/NB_0_3.html">Section 0.3 - Science Plots</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://github.com/garrettj403/SciencePlots/wiki/Gallery">github:SciencePlots</a></li>
 </ul>
 </li>
 </ul>
@@ -467,12 +469,10 @@ <h1>{ml-nn-zero2hero}<a class="headerlink" href="#ml-nn-zero2hero" title="Link t
 <li><p>Demonstrate the use of SOTA tools and concepts for documenting beautiful publication-quality work</p></li>
 </ul>
 </div>
-<!-->
 <div class="tip admonition">
 <p class="admonition-title">Personal Goal</p>
 <p>I have hopes of getting a paper outlining my work submitted for <a class="reference external" href="https://nips.cc/">NuerIPS 2025</a>, so it is my personal motivation for doing this as well :)</p>
 </div>
-<p>&lt;/–&gt;</p>
 <section id="pre-requisites">
 <h2>Pre-requisites<a class="headerlink" href="#pre-requisites" title="Link to this heading">#</a></h2>
 <ul class="simple">

diff --git a/_build/html/notebooks/00/00.html b/_build/html/notebooks/00/00.html
@@ -183,6 +183,8 @@
 <li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">Section 00 - Things Before Diving In</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul>
 <li class="toctree-l2"><a class="reference internal" href="NB_0_1.html">Section 0.1 - Mathematics for Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="NB_0_2.html">Section 0.2 - Scientific Python with NumPy, matplotlib and pandas</a></li>
+<li class="toctree-l2"><a class="reference internal" href="NB_0_3.html">Section 0.3 - Science Plots</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://github.com/garrettj403/SciencePlots/wiki/Gallery">github:SciencePlots</a></li>
 </ul>
 </li>
 </ul>
@@ -447,6 +449,7 @@ <h2>Packages<a class="headerlink" href="#packages" title="Link to this heading">
 <ul class="simple">
 <li><p>numpy</p></li>
 <li><p>matplotlib</p></li>
+<li><p>scienceplots</p></li>
 <li><p>pandas</p></li>
 <li><p>scikit-learn</p></li>
 <li><p><a class="reference external" href="https://www.tensorflow.org/tutorials/quickstart/beginner">tensorflow2</a></p></li>
@@ -465,6 +468,8 @@ <h2>Packages<a class="headerlink" href="#packages" title="Link to this heading">
 <ul>
 <li class="toctree-l1"><a class="reference internal" href="NB_0_1.html">Section 0.1 - Mathematics for Machine Learning</a></li>
 <li class="toctree-l1"><a class="reference internal" href="NB_0_2.html">Section 0.2 - Scientific Python with NumPy, matplotlib and pandas</a></li>
+<li class="toctree-l1"><a class="reference internal" href="NB_0_3.html">Section 0.3 - Science Plots</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://github.com/garrettj403/SciencePlots/wiki/Gallery">github:SciencePlots</a></li>
 </ul>
 </div>
 </section>

diff --git a/_build/html/notebooks/00/NB_0_1.html b/_build/html/notebooks/00/NB_0_1.html
@@ -181,6 +181,8 @@
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="00.html">Section 00 - Things Before Diving In</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Section 0.1 - Mathematics for Machine Learning</a></li>
 <li class="toctree-l2"><a class="reference internal" href="NB_0_2.html">Section 0.2 - Scientific Python with NumPy, matplotlib and pandas</a></li>
+<li class="toctree-l2"><a class="reference internal" href="NB_0_3.html">Section 0.3 - Science Plots</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://github.com/garrettj403/SciencePlots/wiki/Gallery">github:SciencePlots</a></li>
 </ul>
 </li>
 </ul>
@@ -213,6 +215,7 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/ageron/handson-ml3">github:handson-ml</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://github.com/NVDLI/LDL/">github:learning-deep-learning</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Neural Networks</span></p>
 <ul class="nav bd-sidenav">

diff --git a/_build/html/notebooks/00/NB_0_2.html b/_build/html/notebooks/00/NB_0_2.html
@@ -60,7 +60,7 @@
     <script>DOCUMENTATION_OPTIONS.pagename = 'notebooks/00/NB_0_2';</script>
     <link rel="index" title="Index" href="../../genindex.html" />
     <link rel="search" title="Search" href="../../search.html" />
-    <link rel="next" title="Section 01 - Exploring for Machine Learning" href="../01/01.html" />
+    <link rel="next" title="Section 0.3 - Science Plots" href="NB_0_3.html" />
     <link rel="prev" title="Section 0.1 - Mathematics for Machine Learning" href="NB_0_1.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
@@ -181,6 +181,8 @@
 <li class="toctree-l1 current active has-children"><a class="reference internal" href="00.html">Section 00 - Things Before Diving In</a><input checked="" class="toctree-checkbox" id="toctree-checkbox-1" name="toctree-checkbox-1" type="checkbox"/><label class="toctree-toggle" for="toctree-checkbox-1"><i class="fa-solid fa-chevron-down"></i></label><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="NB_0_1.html">Section 0.1 - Mathematics for Machine Learning</a></li>
 <li class="toctree-l2 current active"><a class="current reference internal" href="#">Section 0.2 - Scientific Python with NumPy, matplotlib and pandas</a></li>
+<li class="toctree-l2"><a class="reference internal" href="NB_0_3.html">Section 0.3 - Science Plots</a></li>
+<li class="toctree-l2"><a class="reference external" href="https://github.com/garrettj403/SciencePlots/wiki/Gallery">github:SciencePlots</a></li>
 </ul>
 </li>
 </ul>
@@ -213,6 +215,7 @@
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/ageron/handson-ml3">github:handson-ml</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://github.com/NVDLI/LDL/">github:learning-deep-learning</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Neural Networks</span></p>
 <ul class="nav bd-sidenav">
@@ -507,11 +510,11 @@ <h1>Section 0.2 - Scientific Python with NumPy, matplotlib and pandas<a class="h
       </div>
     </a>
     <a class="right-next"
-       href="../01/01.html"
+       href="NB_0_3.html"
        title="next page">
       <div class="prev-next-info">
         <p class="prev-next-subtitle">next</p>
-        <p class="prev-next-title">Section 01 - Exploring for Machine Learning</p>
+        <p class="prev-next-title">Section 0.3 - Science Plots</p>
       </div>
       <i class="fa-solid fa-angle-right"></i>
     </a>